A Cursor AI tutorial that takes one failing test to a reviewed commit through Plan Mode, the Run Mode that decides whether tests run unasked, and Agent Review.
Multi agent AI helps for three reasons and costs near 15x the tokens. A test for each, a context calculation, and the smallest two-agent setup worth building.
The five types of AI agent from the textbook that defined them, each as ten lines of Python you can run, plus which type an LLM tool-calling loop actually is.
How to build an AI agent in one Python file: three tools, a loop with a turn cap and a token cap, a run log, and a check that grades the run from data.
One app spec held against the AI app maker tools on page one, with each free tier's documented limits, the walls you hit, and the money outside the maker.
What an autonomous AI agent can do without a human, mapped to the permission modes, sandboxes and hard caps that Claude Code, Codex and Copilot document.
A one-feature spec, a six-row rubric, and a mode matrix for judging any AI coding assistant yourself, plus today's free tiers and prices from vendor pages.
What an MCP server is, a minimal Python server you can run, the Claude Code command to register it, and the failure modes that make a first server go silent.
Test AI-generated code across contracts, boundaries, permissions, migrations, retries, concurrency, and rollback with a reusable failure matrix.
Use an AI coding workflow that turns issue contracts, tests, diffs, review findings, and release checks into evidence instead of confident summaries.
Use an AGENTS.md file to give coding agents scoped repository rules, nested overrides, exact verification commands, and deployment anti-drift boundaries.
Follow a Claude Code tutorial that inspects, plans, edits, and verifies one small repository change with exact checkpoints and test evidence.
Compare Codex vs Claude Code with the same five repository tasks, evidence checklist, permission boundaries, and a decision method you can reproduce.
The real vibe coding security risks a shipping dev keeps hitting, from hardcoded secrets to missing auth checks, plus the short guardrail list that stops them.
How to deploy a web app you built with AI, told by a dev who ships them. Pick a managed host, connect the repo, set env vars, and dodge the prod-only bugs.
AI code review is a useful first pass, not a merge decision. See what it catches, where context fails, a reproducible test matrix, and a safer review loop.
Windsurf vs Cursor in 2026 from a builder who ships with Cursor daily. Real checked pricing, the Windsurf ownership shakeup, and who each tool suits.
How to prompt AI for coding, from a dev who ships real apps with it. Context first, one narrow task, hard constraints, and the failing-case loop guides skip.
How to build an app with AI, walked stage by stage by a builder who ships with Cursor and Claude Code, with copyable prompts and where the agent breaks.
An honest, tested ranking of the best AI app builder options in 2026, with real prices, a lock-in column, and where each one hits a wall.
Vibe coding for beginners, from a builder who ships real apps with AI. The fast path to a working thing, the trap of not understanding it, and the guardrails.
What is vibe coding, honestly? A builder who ships real products with Cursor and Claude Code on where the AI wins, where it breaks things, and who it's for.
An honest, first-hand Cursor vs Claude Code comparison from a solo builder who ships real apps with both, with real 2026 pricing and a clear pick.
An honest roundup of the best AI coding tools for shipping real apps in 2026, with real prices, a side-by-side table, and the ones I quietly skip.
An honest walkthrough of how to build a SaaS with AI and actually ship it, the hosting, auth, payments and agent bugs the five-hour demos never show.
What AI coding agents actually are, how they work, what they genuinely nail, and where they confidently break, from a dev who ships real apps with them.